{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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JCE2NdYSDERq7uxjYNUw8GuEPfvvTBLbW2T/SSnR7HYfFyMzsFLWNLVy6NEYh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oLoaqIlUNw3FQFYWIgGqlwcDAAI5m0G55aLrJCydOY5kRUtU5d26RXDGFk7KorixhGBoKEaGf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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1dde14d47b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(768, 1024, 3)\n"
     ]
    }
   ],
   "source": [
    "import scipy.misc as misc\n",
    "import matplotlib.pyplot as plot\n",
    "pic = misc.face()\n",
    "acopy = pic.copy()\n",
    "aview = pic.view()\n",
    "plot.subplot(221)\n",
    "plot.imshow(pic)\n",
    "plot.subplot(222)\n",
    "plot.imshow(acopy)\n",
    "plot.subplot(223)\n",
    "plot.imshow(aview)\n",
    "aview.flat=0\n",
    "plot.subplot(224)\n",
    "plot.imshow(aview)\n",
    "plot.show()\n",
    "print(acopy.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[  1   2   3   4]\n",
      " [  5   6   7   8]\n",
      " [  9  10   0 110]]\n",
      "110\n",
      "13.75\n",
      "29.1779739987\n",
      "5.5\n",
      "5.5\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from scipy.stats import scoreatpercentile\n",
    "\n",
    "data=np.array([1,2,3,4,5,6,7,8,9,10,0,110])\n",
    "data1=data.reshape((3,4))\n",
    "print(data1)\n",
    "print(data1.max())\n",
    "print(data1.mean())\n",
    "print(data1.std())\n",
    "print(np.median(data1))\n",
    "print(scoreatpercentile(data1,50))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A\n",
      " [[ 2  4  6]\n",
      " [ 4  2  6]\n",
      " [10 -4 18]]\n",
      "(3, 3)\n",
      "B\n",
      " [[1]\n",
      " [2]\n",
      " [3]]\n",
      "[[28]\n",
      " [26]\n",
      " [56]]\n",
      "(3, 3) (3, 1)\n",
      "[[28]\n",
      " [26]\n",
      " [56]]\n",
      "[[  2   4   6]\n",
      " [  8   4  12]\n",
      " [ 30 -12  54]]\n",
      "D\n",
      " [[-0.41666667  0.66666667 -0.08333333]\n",
      " [ 0.08333333  0.16666667 -0.08333333]\n",
      " [ 0.25       -0.33333333  0.08333333]]\n",
      "D1\n",
      " [[-0.41666667  0.66666667 -0.08333333]\n",
      " [ 0.08333333  0.16666667 -0.08333333]\n",
      " [ 0.25       -0.33333333  0.08333333]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "A=np.mat(\"2 4 6;4 2 6;10 -4 18\")\n",
    "print(\"A\\n\",A)\n",
    "print(A.shape)\n",
    "B=np.mat(\"1;2;3\")\n",
    "print(\"B\\n\",B)\n",
    "C=A*B\n",
    "print(C)\n",
    "\n",
    "A1=np.array([[2,4,6],[4,2,6],[10,-4,18]])\n",
    "B1=np.array([[1],[2],[3]])\n",
    "print(A1.shape,B1.shape)\n",
    "C1=np.dot(A1,B1)\n",
    "C2=A1*B1\n",
    "print(C1)\n",
    "print(C2)\n",
    "\n",
    "D=np.linalg.inv(A)\n",
    "print(\"D\\n\",D)\n",
    "D1=np.linalg.inv(A1)\n",
    "print(\"D1\\n\",D1)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
